{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a59484be",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-22T20:33:11.675136Z",
     "iopub.status.busy": "2022-06-22T20:33:11.674640Z",
     "iopub.status.idle": "2022-06-22T20:33:13.891062Z",
     "shell.execute_reply": "2022-06-22T20:33:13.890332Z"
    },
    "papermill": {
     "duration": 2.231438,
     "end_time": "2022-06-22T20:33:13.893459",
     "exception": false,
     "start_time": "2022-06-22T20:33:11.662021",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type='text/css'>\n",
       ".datatable table.frame { margin-bottom: 0; }\n",
       ".datatable table.frame thead { border-bottom: none; }\n",
       ".datatable table.frame tr.coltypes td {  color: #FFFFFF;  line-height: 6px;  padding: 0 0.5em;}\n",
       ".datatable .bool    { background: #DDDD99; }\n",
       ".datatable .object  { background: #565656; }\n",
       ".datatable .int     { background: #5D9E5D; }\n",
       ".datatable .float   { background: #4040CC; }\n",
       ".datatable .str     { background: #CC4040; }\n",
       ".datatable .time    { background: #40CC40; }\n",
       ".datatable .row_index {  background: var(--jp-border-color3);  border-right: 1px solid var(--jp-border-color0);  color: var(--jp-ui-font-color3);  font-size: 9px;}\n",
       ".datatable .frame tbody td { text-align: left; }\n",
       ".datatable .frame tr.coltypes .row_index {  background: var(--jp-border-color0);}\n",
       ".datatable th:nth-child(2) { padding-left: 12px; }\n",
       ".datatable .hellipsis {  color: var(--jp-cell-editor-border-color);}\n",
       ".datatable .vellipsis {  background: var(--jp-layout-color0);  color: var(--jp-cell-editor-border-color);}\n",
       ".datatable .na {  color: var(--jp-cell-editor-border-color);  font-size: 80%;}\n",
       ".datatable .sp {  opacity: 0.25;}\n",
       ".datatable .footer { font-size: 9px; }\n",
       ".datatable .frame_dimensions {  background: var(--jp-border-color3);  border-top: 1px solid var(--jp-border-color0);  color: var(--jp-ui-font-color3);  display: inline-block;  opacity: 0.6;  padding: 1px 10px 1px 5px;}\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "from sklearn.model_selection import TimeSeriesSplit\n",
    "\n",
    "from lightgbm import LGBMRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0e90d6d5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-22T20:33:13.916591Z",
     "iopub.status.busy": "2022-06-22T20:33:13.916267Z",
     "iopub.status.idle": "2022-06-22T20:33:13.925277Z",
     "shell.execute_reply": "2022-06-22T20:33:13.924305Z"
    },
    "papermill": {
     "duration": 0.02382,
     "end_time": "2022-06-22T20:33:13.927569",
     "exception": false,
     "start_time": "2022-06-22T20:33:13.903749",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### UTILITY FUNCTIONS ###\n",
    "\n",
    "def smape(true, pred):\n",
    "    true = np.asarray(true)\n",
    "    pred = np.asarray(pred)\n",
    "    return 100 * np.mean(2 * np.abs(true - pred) / (np.abs(true) + np.abs(pred)))\n",
    "\n",
    "\n",
    "def sim_data(n_samples, n_features, return_coefs=True, random_state=0):\n",
    "    \n",
    "    np.random.seed(random_state)\n",
    "    coefs = np.sin(np.random.normal(0,0.1, (n_samples,n_features)))\n",
    "    coefs = np.cumsum(coefs, axis=0)\n",
    "\n",
    "    X = np.random.normal(0,1, (n_samples,n_features))\n",
    "    y = np.sum(X*coefs, axis=1)\n",
    "    \n",
    "    if return_coefs:\n",
    "        return X, y, coefs\n",
    "    else:\n",
    "        return X, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4bb01cb9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-22T20:33:13.949208Z",
     "iopub.status.busy": "2022-06-22T20:33:13.948895Z",
     "iopub.status.idle": "2022-06-22T20:33:14.567109Z",
     "shell.execute_reply": "2022-06-22T20:33:14.566466Z"
    },
    "papermill": {
     "duration": 0.631718,
     "end_time": "2022-06-22T20:33:14.569619",
     "exception": false,
     "start_time": "2022-06-22T20:33:13.937901",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SIMULATE DATA ###\n",
    "\n",
    "X, y, coefs = sim_data(n_samples=3000, n_features=9, return_coefs=True, random_state=0)\n",
    "\n",
    "plt.figure(figsize=(21,6))\n",
    "plt.subplot(121)\n",
    "plt.plot(X)\n",
    "plt.xlabel('timestamps'); plt.title('features')\n",
    "plt.subplot(122)\n",
    "plt.plot(coefs)\n",
    "plt.xlabel('timestamps'); plt.title('coefs')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2fbe6248",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-22T20:33:14.600996Z",
     "iopub.status.busy": "2022-06-22T20:33:14.600680Z",
     "iopub.status.idle": "2022-06-22T20:33:35.754785Z",
     "shell.execute_reply": "2022-06-22T20:33:35.753534Z"
    },
    "papermill": {
     "duration": 21.173239,
     "end_time": "2022-06-22T20:33:35.757629",
     "exception": false,
     "start_time": "2022-06-22T20:33:14.584390",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:21<00:00,  4.74it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "((100, 20), (100, 20), (100, 20))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SIMULATE MULTIPLE ONLINE FIT WITH SGDRegressor ###\n",
    "\n",
    "scoresW_ = {}\n",
    "scoresF_ = {}\n",
    "scores_ = {}\n",
    "\n",
    "test_size = 100\n",
    "CV = TimeSeriesSplit(20, test_size=test_size)\n",
    "\n",
    "for j in tqdm(range(100)):\n",
    "    \n",
    "    _scoresW_ = []\n",
    "    _scoresF_ = []\n",
    "    _scores_ = []\n",
    "    X, y = sim_data(n_samples=3000, n_features=9, return_coefs=False, random_state=j)\n",
    "    \n",
    "    for i,(id_train,id_test) in enumerate(CV.split(X)):\n",
    "\n",
    "        ### stateful ###\n",
    "        fit_params = {'random_state':33, 'eta0':0.001}\n",
    "        w = np.linspace(1,10, len(id_train))\n",
    "        model = SGDRegressor(**fit_params).fit(\n",
    "            X[id_train], y[id_train], sample_weight=w[id_train]**3\n",
    "        )\n",
    "        _scoresW_.append(smape(y[id_test], model.predict(X[id_test])))\n",
    "\n",
    "        ### continuos ###\n",
    "        fit_params = {'random_state':33, 'eta0':0.1}\n",
    "        if i>0:\n",
    "            previous_model = previous_model.partial_fit( \n",
    "                X[id_train[-test_size:]], y[id_train[-test_size:]]\n",
    "            )\n",
    "        else:\n",
    "            previous_model = SGDRegressor(**fit_params).fit(X[id_train], y[id_train])\n",
    "        _scoresF_.append(smape(y[id_test], previous_model.predict(X[id_test])))\n",
    "\n",
    "        ### weighted stateful ###\n",
    "        fit_params = {'random_state':33}\n",
    "        model = SGDRegressor(**fit_params).fit(X[id_train], y[id_train])\n",
    "        _scores_.append(smape(y[id_test], model.predict(X[id_test])))\n",
    "        \n",
    "    scoresW_[j] = _scoresW_\n",
    "    scoresF_[j] = _scoresF_\n",
    "    scores_[j] = _scores_\n",
    "    \n",
    "    \n",
    "scoresW_ = pd.DataFrame(scoresW_).T\n",
    "scoresF_ = pd.DataFrame(scoresF_).T\n",
    "scores_ = pd.DataFrame(scores_).T\n",
    "\n",
    "scoresW_.shape, scoresF_.shape, scores_.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "63d5324b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-22T20:33:35.866962Z",
     "iopub.status.busy": "2022-06-22T20:33:35.866347Z",
     "iopub.status.idle": "2022-06-22T20:33:36.143629Z",
     "shell.execute_reply": "2022-06-22T20:33:36.142837Z"
    },
    "papermill": {
     "duration": 0.334176,
     "end_time": "2022-06-22T20:33:36.145849",
     "exception": false,
     "start_time": "2022-06-22T20:33:35.811673",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### ERROR COMPARISON ###\n",
    "\n",
    "refit_range = np.arange(X.shape[0]-CV.n_splits*test_size, X.shape[0], test_size)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(refit_range, scores_.median(), linewidth=3, marker='o', label='stateful')\n",
    "plt.fill_between(refit_range, scores_.quantile(0.2), scores_.quantile(0.8), alpha=0.4)\n",
    "plt.plot(refit_range, scoresW_.median(), linewidth=3, marker='o', label='weighted stateful')\n",
    "plt.fill_between(refit_range, scoresW_.quantile(0.2), scoresW_.quantile(0.8), alpha=0.4)\n",
    "plt.plot(refit_range, scoresF_.median(), linewidth=3, marker='o', label='continuos')\n",
    "plt.fill_between(refit_range, scoresF_.quantile(0.2), scoresF_.quantile(0.8), alpha=0.4)\n",
    "plt.ylabel('SMAPE'); plt.xlabel('timestamps'); plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f67846ff",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-22T20:33:36.257634Z",
     "iopub.status.busy": "2022-06-22T20:33:36.257163Z",
     "iopub.status.idle": "2022-06-22T20:42:41.663563Z",
     "shell.execute_reply": "2022-06-22T20:42:41.662685Z"
    },
    "papermill": {
     "duration": 545.465487,
     "end_time": "2022-06-22T20:42:41.666096",
     "exception": false,
     "start_time": "2022-06-22T20:33:36.200609",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [09:05<00:00,  5.45s/it]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "((100, 20), (100, 20), (100, 20))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SIMULATE MULTIPLE ONLINE FIT WITH LGBMRegressor ###\n",
    "\n",
    "scoresW_ = {}\n",
    "scoresF_ = {}\n",
    "scores_ = {}\n",
    "\n",
    "test_size = 100\n",
    "CV = TimeSeriesSplit(20, test_size=test_size)\n",
    "\n",
    "for j in tqdm(range(100)):\n",
    "    \n",
    "    _scoresW_ = []\n",
    "    _scoresF_ = []\n",
    "    _scores_ = []\n",
    "    X, y = sim_data(n_samples=3000, n_features=9, return_coefs=False, random_state=j)\n",
    "    \n",
    "    for i,(id_train,id_test) in enumerate(CV.split(X)):\n",
    "        \n",
    "        fit_params = {'n_estimators':50, 'linear_tree':True, 'random_state':33, 'n_jobs':-1}\n",
    "\n",
    "        ### refit w/ weigths ###\n",
    "        w = np.linspace(1,10, len(id_train))\n",
    "        model = LGBMRegressor(**fit_params).fit(\n",
    "            X[id_train], y[id_train], sample_weight=w**3\n",
    "        )\n",
    "        _scoresW_.append(smape(y[id_test], model.predict(X[id_test])))\n",
    "\n",
    "        ### online fit ###\n",
    "        if i>0:\n",
    "            previous_model = LGBMRegressor(**fit_params).fit(\n",
    "                X[id_train[-test_size:]], y[id_train[-test_size:]], init_model=previous_model.booster_\n",
    "            )\n",
    "        else:\n",
    "            previous_model = LGBMRegressor(**fit_params).fit(X[id_train], y[id_train])\n",
    "        _scoresF_.append(smape(y[id_test], previous_model.predict(X[id_test])))\n",
    "\n",
    "        ### refit ###\n",
    "        model = LGBMRegressor(**fit_params).fit(X[id_train], y[id_train])\n",
    "        _scores_.append(smape(y[id_test], model.predict(X[id_test])))\n",
    "        \n",
    "    scoresW_[j] = _scoresW_\n",
    "    scoresF_[j] = _scoresF_\n",
    "    scores_[j] = _scores_\n",
    "    \n",
    "    \n",
    "scoresW_ = pd.DataFrame(scoresW_).T\n",
    "scoresF_ = pd.DataFrame(scoresF_).T\n",
    "scores_ = pd.DataFrame(scores_).T\n",
    "\n",
    "scoresW_.shape, scoresF_.shape, scores_.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "60aeb534",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-22T20:42:41.854844Z",
     "iopub.status.busy": "2022-06-22T20:42:41.854537Z",
     "iopub.status.idle": "2022-06-22T20:42:42.124959Z",
     "shell.execute_reply": "2022-06-22T20:42:42.124240Z"
    },
    "papermill": {
     "duration": 0.366805,
     "end_time": "2022-06-22T20:42:42.127112",
     "exception": false,
     "start_time": "2022-06-22T20:42:41.760307",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### ERROR COMPARISON ###\n",
    "\n",
    "refit_range = np.arange(X.shape[0]-CV.n_splits*test_size, X.shape[0], test_size)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(refit_range, scores_.median(), linewidth=3, marker='o', label='stateful')\n",
    "plt.fill_between(refit_range, scores_.quantile(0.2), scores_.quantile(0.8), alpha=0.4)\n",
    "plt.plot(refit_range, scoresW_.median(), linewidth=3, marker='o', label='weighted stateful')\n",
    "plt.fill_between(refit_range, scoresW_.quantile(0.2), scoresW_.quantile(0.8), alpha=0.4)\n",
    "plt.plot(refit_range, scoresF_.median(), linewidth=3, marker='o', label='continuos')\n",
    "plt.fill_between(refit_range, scoresF_.quantile(0.2), scoresF_.quantile(0.8), alpha=0.4)\n",
    "plt.ylabel('SMAPE'); plt.xlabel('timestamps'); plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 582.514889,
   "end_time": "2022-06-22T20:42:43.148432",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-06-22T20:33:00.633543",
   "version": "2.3.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
